{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2dd8d305",
   "metadata": {},
   "source": [
    "## 用卷积神经网络训练Cifar10\n",
    "For this tutorial, we will use the CIFAR10 dataset. It has the classes: ‘airplane’, ‘automobile’, ‘bird’, ‘cat’, ‘deer’, ‘dog’, ‘frog’, ‘horse’, ‘ship’, ‘truck’. The images in CIFAR-10 are of size 3x32x32, i.e. 3-channel color images of 32x32 pixels in size."
   ]
  },
  {
   "attachments": {
    "cifar10.png": {
     "image/png": "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"
    }
   },
   "cell_type": "markdown",
   "id": "c156b5b8",
   "metadata": {},
   "source": [
    "![cifar10.png](attachment:cifar10.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a24c11f5",
   "metadata": {},
   "source": [
    "## Training an image classifier\n",
    "We will do the following steps in order:\n",
    "- Load and normalize the CIFAR10 training and test datasets using torchvision\n",
    "- Define a Convolutional Neural Network\n",
    "- Define a loss function\n",
    "- Train the network on the training data\n",
    "- Test the network on the test data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "012c73d1",
   "metadata": {},
   "source": [
    "## 1. Load and normalize CIFAR10\n",
    "Using torchvision, it's extremely easy to load CIFAR10."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5a172e1e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Using PyTorch version: 1.11.0+cu113  Device: cuda\n"
     ]
    }
   ],
   "source": [
    "from tqdm import tqdm\n",
    "import torch\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "if torch.cuda.is_available():\n",
    "    device = torch.device('cuda')\n",
    "else:\n",
    "    device = torch.device('cpu')\n",
    "    \n",
    "print('Using PyTorch version:', torch.__version__, ' Device:', device)\n",
    "\n",
    "# 训练超参数\n",
    "BATCH_SIZE = 64\n",
    "LEARNING_RATE = 0.001\n",
    "N_CATEGORIES = 10"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "098bde91",
   "metadata": {},
   "source": [
    "The output of torchvision datasets are PILImage images of range [0, 1]. We transform them to Tensors of normalized range [-1, 1]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "d5d2bc77",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "import ssl\n",
    "ssl._create_default_https_context = ssl._create_unverified_context\n",
    "transform = transforms.Compose(\n",
    "    [transforms.ToTensor(),\n",
    "     transforms.Normalize((0.5, 0.5, 0.5), (0.5, 0.5, 0.5))])\n",
    "trainset = torchvision.datasets.CIFAR10(root='./data_cifar', train=True,\n",
    "                                        download=True, transform=transform)\n",
    "trainloader = torch.utils.data.DataLoader(trainset, batch_size=BATCH_SIZE,\n",
    "                                          shuffle=True, num_workers=2)\n",
    "testset = torchvision.datasets.CIFAR10(root='./data_cifar', train=False,\n",
    "                                       download=True, transform=transform)\n",
    "testloader = torch.utils.data.DataLoader(testset, batch_size=BATCH_SIZE,\n",
    "                                         shuffle=False, num_workers=2)\n",
    "classes = ('plane', 'car', 'bird', 'cat',\n",
    "           'deer', 'dog', 'frog', 'horse', 'ship', 'truck')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f48a3130",
   "metadata": {},
   "source": [
    "Let us show some of the training images, for fun."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cda6c2f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "frog  ship  ship  car   cat   plane cat   deer  ship  truck ship  frog  frog  deer  bird  bird  cat   dog   plane horse bird  frog  truck ship  frog  dog   ship  truck truck horse ship  bird  dog   ship  cat   frog  car   ship  plane ship  bird  dog   cat   ship  dog   cat   bird  ship  dog   frog  bird  ship  plane car   cat   plane horse ship  bird  bird  bird  plane bird  ship \n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "# functions to show an image\n",
    "def imshow(img):\n",
    "    img = img / 2 + 0.5     # unnormalize\n",
    "    npimg = img.numpy()\n",
    "    plt.imshow(np.transpose(npimg, (1, 2, 0)))\n",
    "    plt.show()\n",
    "# get some random training images\n",
    "dataiter = iter(trainloader)\n",
    "images, labels = dataiter.next()\n",
    "# show images\n",
    "imshow(torchvision.utils.make_grid(images))\n",
    "# print labels\n",
    "print(' '.join(f'{classes[labels[j]]:5s}' for j in range(BATCH_SIZE)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a687d74c",
   "metadata": {},
   "source": [
    "## 2. Define a Convolutional Neural Network\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "242a1ec2",
   "metadata": {},
   "outputs": [],
   "source": [
    "# !export PYTHONPATH='..'\n",
    "import torch.nn as nn\n",
    "import torch.nn.functional as F\n",
    "import sys,os\n",
    "sys.path.append('..')\n",
    "from models.res_net import resnet34_with_attention_layer\n",
    "net = resnet34_with_attention_layer().to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d063ad9",
   "metadata": {},
   "source": [
    "## 3. Define a Loss function and optimizer\n",
    "Let’s use a Classification Cross-Entropy loss and SGD with momentum."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a9329e77",
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch.optim as optim\n",
    "criterion = nn.CrossEntropyLoss()\n",
    "optimizer = optim.Adam(net.parameters(), lr=LEARNING_RATE)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "524e94a9",
   "metadata": {},
   "source": [
    "## 4. Train the network\n",
    "This is when things start to get interesting. We simply have to loop over our data iterator, and feed the inputs to the network and optimize."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "fbc0c5df",
   "metadata": {},
   "outputs": [],
   "source": [
    "def train():\n",
    "    running_loss = 0.0\n",
    "    for i, data in tqdm(enumerate(trainloader, 0),total =len(trainloader),desc= 'training'):\n",
    "        # get the inputs; data is a list of [inputs, labels]\n",
    "        inputs, labels = [ i.to(device) for i in data]\n",
    "\n",
    "        # zero the parameter gradients\n",
    "        optimizer.zero_grad()\n",
    "        # forward + backward + optimize\n",
    "        outputs = net(inputs)\n",
    "        loss = criterion(outputs, labels)\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        running_loss += loss.item()\n",
    "    return running_loss/len(trainloader)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ecf62cce",
   "metadata": {},
   "source": [
    "Let’s quickly save and validate our trained model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9d94a16d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import time\n",
    "import math\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as ticker\n",
    "\n",
    "def show_confusion_matrix():\n",
    "    # Keep track of correct guesses in a confusion matrix\n",
    "    confusion = torch.zeros(N_CATEGORIES, N_CATEGORIES)\n",
    "    # Go through the validation set and record which are correctly guessed\n",
    "    with torch.no_grad():\n",
    "        for data in tqdm(testloader,total=len(testloader),desc='validating'):\n",
    "            inputs, labels = [ i.to(device) for i in data]\n",
    "            # calculate outputs by running images through the network\n",
    "            outputs = net(inputs)\n",
    "            # the class with the highest energy is what we choose as prediction\n",
    "            _, predicted = torch.max(outputs.data, 1)\n",
    "            for category_i,guess_i in zip(labels,predicted):\n",
    "                confusion[category_i][guess_i] += 1\n",
    "\n",
    "    # Set up plot\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "    # Normalize by dividing every row by its sum\n",
    "    normalized_confusion = confusion/confusion.sum(0)\n",
    "    cax = ax.matshow(normalized_confusion.numpy(),vmax = 1.,vmin = 0.)\n",
    "    fig.colorbar(cax)\n",
    "\n",
    "    # Set up axes\n",
    "    ax.set_xticklabels([''] + list(classes), rotation=90)\n",
    "    ax.set_yticklabels([''] + list(classes))\n",
    "\n",
    "    # Force label at every tick\n",
    "    ax.xaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "    ax.yaxis.set_major_locator(ticker.MultipleLocator(1))\n",
    "\n",
    "    # sphinx_gallery_thumbnail_number = 2\n",
    "    plt.show()\n",
    "    print('accuracy:')\n",
    "    print(*['%s:%.2f%%'%(i,100*j.item()) for i,j in zip(classes,normalized_confusion.diag())])\n",
    "    return confusion\n",
    "    \n",
    "def validate():\n",
    "    # since we're not training, we don't need to calculate the gradients for our outputs\n",
    "    with torch.no_grad():\n",
    "        confusion = show_confusion_matrix()\n",
    "        correct = confusion.diag().sum()/confusion.sum()\n",
    "\n",
    "        \n",
    "        # for data in testloader:\n",
    "        #     inputs, labels = [ i.to(device) for i in data]\n",
    "\n",
    "        #     # calculate outputs by running images through the network\n",
    "        #     outputs = net(inputs)\n",
    "        #     # the class with the highest energy is what we choose as prediction\n",
    "        #     _, predicted = torch.max(outputs.data, 1)\n",
    "        #     total += labels.size(0)\n",
    "        #     correct += (predicted == labels).sum().item()\n",
    "\n",
    "    return correct\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "bdcd8f4e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [01:17<00:00, 10.15it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:10<00:00, 15.17it/s]\n",
      "C:\\Users\\huangwei\\AppData\\Local\\Temp\\ipykernel_8388\\1073355417.py:29: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_xticklabels([''] + list(classes), rotation=90)\n",
      "C:\\Users\\huangwei\\AppData\\Local\\Temp\\ipykernel_8388\\1073355417.py:30: UserWarning: FixedFormatter should only be used together with FixedLocator\n",
      "  ax.set_yticklabels([''] + list(classes))\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:66.13% car:77.93% bird:46.49% cat:56.59% deer:57.43% dog:52.99% frog:54.82% horse:70.03% ship:72.98% truck:80.29%\n",
      "epoch:1 training loss:1.281581 Accuracy on the 10000 test images:62.64 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [01:11<00:00, 10.92it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:10<00:00, 15.57it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:70.08% car:81.19% bird:58.37% cat:51.83% deer:60.28% dog:57.65% frog:81.73% horse:66.61% ship:73.03% truck:77.43%\n",
      "epoch:2 training loss:0.912007 Accuracy on the 10000 test images:67.93 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [01:21<00:00,  9.64it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:12<00:00, 12.23it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:76.85% car:78.23% bird:69.14% cat:58.13% deer:63.73% dog:64.50% frog:77.47% horse:77.47% ship:83.91% truck:82.54%\n",
      "epoch:3 training loss:0.746002 Accuracy on the 10000 test images:73.40 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [01:13<00:00, 10.64it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:11<00:00, 13.28it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:74.12% car:82.36% bird:64.18% cat:55.24% deer:69.20% dog:65.89% frog:82.65% horse:79.16% ship:84.08% truck:78.03%\n",
      "epoch:4 training loss:0.621275 Accuracy on the 10000 test images:73.53 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [01:24<00:00,  9.22it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:08<00:00, 19.46it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAT0AAAEQCAYAAADCqaN1AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/YYfK9AAAACXBIWXMAAAsTAAALEwEAmpwYAAAkPElEQVR4nO3de5xcdX3/8dd7N4SQhIRL0CLhLgoBBCHcUVHRoiLYChYERYoCUtBWraW1RUT9tVatVUQwVuUiVkClxp9IbFUioEJCCCHhoiEoJFog3O9Jdt/945yBybK7c3bOd3bOzHyej8d5ZM6ZM5/zzWTz2e8535tsE0IIvaKv3QUIIYTxFEkvhNBTIumFEHpKJL0QQk+JpBdC6CmR9EIIPSWSXgihp0TSCyH0lK5KepI2kvTydpcjdCdJ20o6NH+9kaSN212mMHZdk/QkvRVYDFyd7+8paW5bCxW6hqT3Ad8Fvpofmgn8V9sKFJrWNUkPOBvYF3gEwPZiYPv2FSd0mb8CDgIeA7D9W+BFbS3RCCS94Ode0j7tKEsVdVPSW2v70SHHYmBxSOVZ22tqO5ImUN2fr+9J2qq2I+k1wDfaWJ5K6aakt0zSO4F+STtJOhf4ZbsLFbrGfEn/AGwk6Q3AFcAP21ymkZwC/JekP5H0ZuBLwJvbXKbKULfMsiJpMvAx4I2AgHnAJ20/09aCdTBJ/cDFto9rd1naTVIfcBLr/3z9hyv6H0jSAWTPH58B3mL7gTYXqTK6JumF1pB0HfC6+lu7XidpM2Cm7SXtLks9ST9k/VvuWcAfgYcBbB/RjnJVzYR2FyAVSS8DPgJsR93fy/br2lWmLrECuD5vCX+ydtD2v7WvSONP0jXAEWQ/WzcB90v6pe2/KRl3IrAzWbK6s+Qvl8+VKUuv6JqkR/aM5QLgP4CBNpelm9yVb31AL/dLm277MUnvJbvl/7ikUjU9SW8h+5m9i+yWeXtJp9j+cTPxbM/P424P/LH2aEfSRsCLy5S1m3TN7a2km2zv3e5yjCZvXBnxC7f9gXEszphImmz7qXaXoxFJj/PC7/hRYCHwYdsrmox7K9nzvIuAj9leIGmJ7VeUKOsdwOG2l+f7OwI/sr1zszHzOAuBA2u1xrw2eb3t6LZCd9X0fijpNOBK4NnaQdsPta9IL7Aw//Mgsuctl+X7RwO3taVEDeQPxL8OTAW2kbQHcIrt00rGvZWRk9OnbD/YZOh/B1YC3yarPR0D7AgsIuu2cUiTcT9B1nhxXZ7wdgB+22SsmsdrCS+3Ani8ZEyACfW3ybbX5Ikv0F01vbuHOWzbO4x7YRqQ9GvgYNvr8v0NgGtt79/ekr2QpBuAo4C5tl+ZH1tqe7eScf+V7DHEt/NDxwCTgf8l+27e2mTcW2zvMeTYYtt7DvdewZj9wAdsf6GZMo0S93xgW+Bysl8ARwP3AP8DYPv7Tcb9b+Bc23Pz/SPJyv/6FOXudF1T07OddPRFi7trbApMA2q10Kn5sVIkHWT7+kbHxsr2vZLqD6V4Znqo7b3q9m+VtMj2XpKOLxH3KUnvIBsyBlnCrnVbauo3vO0BSccCSZMeMAm4D3hNvv8AsBHwVrKyNpX0gFOBSyV9may2ey/w7nJF7R5dk/QAJO1Gdts4qXbM9sXNxMp/0LeVNLEF3TX+BbhZ0s/JfihfTTaMrqxzgb0KHBuLeyUdCDivkX4QuL1EvJp+SfvavhGeGybVn7+3rkTc44AvAl/J938FHJ8/zD+9RNzr8yRyGeu3Yi9qNqDtE0uUZ7S4dwH7S5qa7z/Riut0qm66vf042fOaWcBVwJvInr8cVSLmxcAuQLLuGnkn1/3Jnt/slx++wfb/loh5AHAg8NesXxuZBvxZM7d0dbFnkCWRQ8kS9E+AD5Z45laLuw/ZM7apedzHyDr/3kbWmfbyMvFTy39BDeVmukRJ+qjtfx2pYatsg5aks4Y7bvucMnG7RTfV9I4C9gButn2ipBcD3yoZM3l3DduDks7Ln4/9IEVMYCJZ8pjA+uV8jOx7aZrt1WS1p6RsLwB2lzQ9368fN910wpM0k6x2e1B+6FqyJL2y2ZgAtl9b5vND1GrKC0c9q3lP1r2eBBxOmtp5V+immt6NtveVdBPwWrJWsNvLNv+3gqTPkd12fT/lMCZJ29r+fap4ecyXAecDL7a9m6RXAEfY/lTJuNOBj5Pd2gPMB84ZZtKIscb9b7LGkUvyQ8cDx9l+Q8m4LSnveJC0ITDP9iHtLksVdFPS+wrwD2StgB8GngAWl3luImkL4KPArqz/nLDUKI+8L9kUsmdXz5Dd3tn2tJJxk5dX0nzgb4GvJm69/R6wlKzfG8C7gD1s/3nJuItt79noWBNxk5d3vEYRSdoUWGD7pSnjdqquub2t6zd2gaSrgWkJxkZeSvbg+nCyFrETyFrYSrHdqpENrSjvZNs3Dmm9LdPQULOj7bfX7X9C0uIEcR/MW3//M98/Fij1/DHXivK2ZBTRkD6Q/cAWQDzPy3V80pM0YsukpL3KtK4Bm9v+uqQP5kN85kta0GwwSTvbvmOkMpcsKyQub251PlLAAJKOIhvEXtbTkg62fV0e9yDg6QRx/5Lsmd4XyMr8SyBFK2kryrvO9vnli/YCh9dfA7iv1ic0dEHSAz5f97r+Xl35fplbhbX5n3/Mx0n+AdisRLwPASeTlTl1WSF9eSGbMXgOsLOkVcDdpGnYOBW4uNaQQTYTyAllAuZ9K/+fWzObyPuBi1KUV9ksLdCCUUT5dzCvis+yq6KbnultBJwGHEyWQK4FzneJ+fQkHZ7H2Zqs9jANONt2qckjW1HW1OWV9KEhhzYia8V+EprvtjMkrsiebZLHdZnuQHn8lkyFlTcGHEU2pG0TsiFzbqYbSD56yGR//5rn/iOWHUUk6QfAGbbvKROnW3VDTa/mIrIuGl/K998JXAy8o0TMo8n6+i0FXpv/hv4c5WfMbUVZIW15a88dXw7sQ9a9RmQP8G8sUcaR4h5fMm5Nq6bC+gHZ+iuLgFVlAtVGD+UjR652NnvLP5F1Iv9kyXJCNrpnmaQbWf87iPn06K6a3m22ZzU6NsaYN9daLEc71kTc5GUdqWxlyyvpF2SdhR/P9zcmmwnk1aN/cnzjSrrE9rskPcIww8Vsf6JkeUu3WA8Tc4ntV0g6mCzZfQ44y/Z+DT7aKO6NZC3uzx0CPlM2brfoppreIkn72/41gKT9KN/5s0/SprYfzmNuRprvrBVlhdaU98VA/a3iGtLMzZY67t6SXkI2YP/cMgUbwS8l7W771oQxay22bwG+ZvtHkkr1f8xNyBuynpM/Ugl0V9Lbm+wHs/YcYxvgzlrzvZub9+zzwK8kXZHvHw18utkC1nUl2KCurCabaeOOZuPWSVre3MXAjZKuzPffBlxYMmYr4l4A/JRs2c/6XyC1RqKmnpPV/ZtNAE6UtIKs0aHWt7Lp+fSAVZK+CrwB+Ez+3LDpxbokvZ/sWfEOWn+C042BUpNOdJNuur3ddrT3mx2pIGkWz7eq/sx20/PetaqMQ66RrLx1MfcCXpXv/sL2zWVjtiqupPNtv79snLp4Lfs3U7aY1WHArbZ/K2lLYHfbP2ky3nSy53n/DJxZ99bjZVqEu03XJL0QQiiim9a9DSGEhroy6Uk6uVPidlJZOy1uJ5W1E+O2mqRvSLpf0tIR3pekL0laLmnJaKOz6nVl0iMb9dApcTuprJ0Wt5PK2olxW+1CsmeeI3kTsFO+nUw2G1BD3Zr0QggdzvYveH5JheEcSbakg/PuX5vkjUGj6pguK5M2meSpW04tdO6UP5nCjF1mFGqhWXPnYPEyMJlpfZsViqu+/sYnAZP6pjB9whaFYnqw+EQcYynr+qOhisTdvFjcMTSSTWIy01S0vO2LOda46i/2cwAwqW9q4Z8FBsfwc6spTC/4b/aYH1pte4vCwYf409dO8YMPFfs5vWnJs8t4fv0SgDm254zhcluRrf9RszI/NuqEGB2T9KZuOZUjLz688YljdO9BzzY+qQl9U6c0PmmMBp94svFJzVBrKvxem3ppkZyKJ+mxxU3/PfRPLzVF4oj8dIoJaV7oJ09/q1S3qdUPDXDDvJmFzt1gy7uesT27zPWa0TFJL4TQCcyAi9dCS1pFNrlGzUwKjIuOZ3ohhGQMDOJCWwJzgXfnrbj7A4/abjjXY9T0QghJDZKmpifpP8lWOJwhaSXZGiUbANi+gGzVwzcDy4GnKDhZbCS9EEIyxqxNdHtr+9gG75tsktsxiaQXQkjGwECaW9eWiaQXQkgq0fO6likzjc01ksa9uTmEUF0GBuxCW7tETS+EkNS4dVhpUsOanqTtJN0h6VJJt0v6bj4PWP0550taKGmZpE/UHf+dpE9IWiTpVkk758en5IOJb5R0s6Qj0//VQgjjzZiBglu7FL29fTnwFdu7kC1oc9qQ9z+W96x+BfAaSfWzya62vRfZYOCP1M4nm+ByX+C1wGclvWAIg6ST82S68JlHSi0UFkIYBzasLbi1S9Gkd6/t2nTT3yJburDeOyQtAm4GdgXqF7j5fv7nTcB2+es3AmcqWyH+GmAS2fTu67E9x/Zs27MnbTKpYFFDCO0jBgpu7VL0md7QvPzcvqTtyWpw+9h+WNKFZEmspja4daDuegLebvvOMZc4hFBZBgar3XhbuKa3jaQD8tfvBK6re28a2dqaj0p6MdkcV43MA86QspHjkkotqRhCqI6q1/SKJr07gb+SdDvZwiPPTdZn+xay29o7gG9TbNWlT5INJ1kiaRlpFjgOIbRZ1jm52kmv6O3tOtvHDzl2SO2F7fcM9yHb29W9Xlj7jO2ngVOKFzOE0AkMrHW15zGJfnohhGSMGKj45E0Nk57t3wG7tb4oIYRuMOj23boWETW9EEIytWd6VRZJL4SQkBiIZ3ohhF6RzZwcSS+JNXeaew9emzzurje0Znj00r0fTR+04AprYzbYogV8Ok0L1nZo1WJO/Ztv2pK4lFxvyBZr3KKf00Q6JumFEDrDYDzTCyH0iqwhI25vQwg9IxoyQgg9JBoyQgg9ZyA6J4cQeoURa13ttFLt0oUQOko0ZIQQeopR3N4WJWmC7XXtLkcIoZyebMiQ9G6yKeQNLAEuB/4RmAg8CBxn+z5JZwM7AjsA9wDHtqI8IYTxYdN7XVYk7UqW4A60vVrSZmTJb3/blvRe4KPAh/OPzAIOzicWHRrrZOBkgElMHvp2CKFisoaM3huG9jrgCturAWw/JGl34DJJW5LV9u6uO3/ucAkv/+wcYA7AtL7NK77cSAgBqt+QMV6lOxf4su3dyaaJr18trTUjskMI486IQRfb2qUVSe9nwNGSNgfIb2+nA6vy909owTVDCBUxQF+hrV2S397aXibp08B8SQNkK6WdDVwh6WGypLh96uuGENovW/e22re3LWm9tX0RcNGQwz8Y5ryzW3H9EEK7tHd5xyIq008vhND5siUge6/1NoTQo2xV/va22qULIXScAfcV2oqQdJikOyUtl3TmMO9vI+nnkm6WtETSmxvFjKQXQkgmm09PhbZGJPUD5wFvIhvEcKykWUNO+0fgctuvBI4BvtIobtzehhASSjpz8r7ActsrACR9BzgSuK3uHAPT8tfTgT80CtoxSU/9ffRNm5o87tJ9WrBqGfDE1Tskjzn9uEeSxwRALWptc2sG0XhN+lXxAPzMsy0I2prV9tbdd39L4paVdVkp/PM0Q9LCuv05+Sismq2Ae+v2VwL7DYlxNvATSWcAU4BDG120Y5JeCKH6xjj2drXt2SUveSxwoe3PSzoAuETSbvbIv20i6YUQkko4tdQqYOu6/Zk8P7Kr5iTgMADbv5I0CZgBjFgVjoaMEEIy2dRSKrQVsADYSdL2kiaSNVTMHXLOPcDrASTtQjau/4HRgkZNL4SQVKrJBGyvk3Q6MA/oB76RD3M9B1hoey7ZFHVfk/Q3ZI8U32OP/jA5kl4IIZlslpV0N5C2rwKuGnLsrLrXtwEHjSVmJL0QQjLZMLRqPzUrXTpJ20laOszx/ximI+Fwn3+PpC+XLUcIoQqyml6RrV1aVtOz/d7hjkvqtz3QquuGENqryGiLdkqVbidIulTS7ZK+K2mypGskzQaQ9ISkz0u6BThA0omSfiPpRsZ4Px5CqK7ErbctkSrpvRz4iu1dgMeA04a8PwW4wfYewF3AJ8iS3cFkY+pCCF2i6re3qa58r+3r89ffIktm9QaA7+Wv9wOusf2A7TXAZSMFlXSypIWSFq4ZfCZRUUMIrdIJa2SkeqY3tF/M0P1nmnmOV78a2vQNtojV0EKoOAPrur31NrdNPu4N4J3AdaOcewPwGkmbS9oAODpRGUIIFdArt7d3An8l6XZgU+D8kU60/UeymRF+BVwP3J6oDCGEdit4a9vRt7e2fwfsPMxbh9Sds96cULa/CXyz7LVDCNVSm0S0ymJERgghqXbW4oqIpBdCSGaMk4i2RSS9EEIyRqwbrHbrbSS9EEJS8UwvhNA7HLe36QwaP51+VIb6WvMPNP349AsO3f7plyaPCbDLR+9oSVxv85KWxOXuexuf0wRN3CB5TD/bgsWGKiye6YUQek4kvRBCzzBiIBoyQgi9JBoyQgg9w9GQEULoNY6kF0LoHe2dTKCISHohhKSipjcKSYcAa2z/sp3lCCGkYcPAYCS90RwCPAFE0guhS/Rk662kdwMfIeugvQS4HPhHYCLwIHAcsBFwKjAg6XjgDNvXtqI8IYTxYXrw9lbSrmQJ7kDbqyVtRvZd7G/bkt4LfNT2hyVdADxh+3MjxDoZOBlgkqakLmoIIbnebMh4HXCF7dUAth+StDtwmaQtyWp7dxcJtN7CQP0zYmGgEDqAK/4/dbzGi5wLfNn27sApwKRxum4IYZzZKrS1SyuS3s+AoyVtDpDf3k4HVuXvn1B37uPAxi0oQwihDbLW275CW7skv7LtZcCngfmSbgH+jWz1sysk3QSsrjv9h8CfSVos6VWpyxJCGH92sa1dWtJ6a/si4KIhh38wzHm/AV7RijKEENqj51pvQwi9y7T3eV0RkfRCCElVvPF23FpvQwi9wOBBFdqKkHSYpDslLZd05gjnvEPSbZKWSfp2o5hR0wshJJXq9lZSP3Ae8AZgJbBA0lzbt9WdsxPw98BBth+W9KJGcaOmF0JIKmHr7b7ActsrbK8BvgMcOeSc9wHn2X44u7bvbxS0Y2p6tvHAQLuLUZg2SL+y1i7/VGggy5jtd+3qxic14YbXp/8OALTx1JbEpb8/eciB+xr+H2xORYc9jHHs7QxJC+v25+SjsGq2AuqXvlsJ7DckxssAJF0P9ANn2756tIt2TNILIXQAA8WT3mrbs0tecQKwE9mMTTOBX0ja3fYjI30gbm9DCEklvL1dBWxdtz+T50d21awE5tpea/tu4DdkSXBEkfRCCAkVa7kt2Hq7ANhJ0vaSJgLHAHOHnPNfZLU8JM0gu91dMVrQSHohhLRccGsUxl4HnA7MA24HLre9TNI5ko7IT5sHPCjpNuDnwN/afnC0uPFML4SQjtMOQ7N9FXDVkGNn1b028KF8KySSXgghrWo2LD8nkl4IIbEeGHsr6WxGmfY9hNBDBttdgNFVpqYnaUL+4DKE0KnG1k+vLZpuvZX0MUm/kXQd8PL82I6SrpZ0k6RrJe2cH99C0vckLci3g/LjZ0u6JO9NfUmKv1AIob26chJRSXuT9ZnZM4+xCLiJbBGfU23/VtJ+wFfIFgr6IvAF29dJ2oasmXmXPNws4GDbTw9znedXQ2NyM0UNIYy3Lm3IeBVwpe2nACTNJVvs50CyaeFr522Y/3koMKvu+DRJtQGUc4dLeLD+amjT+jav+FcZQgAqf3ub8pleH/CI7T1HeG9/28/UH8yT4JMJyxBCaDNVvHrS7DO9XwBvk7SRpI2BtwJPAXdLOhpAmT3y838CnFH7sKQ9my9yCKGyLBgsuLVJU0nP9iLgMuAW4MdkY+QAjgNOyldBW8bzc199AJgtaUk+XOTUUqUOIVRXomFordL07a3tT5Mt9TjUYcOcuxr4i2GOn93s9UMIFVXx29vK9NMLIXSJSHohhJ7RAZ2TI+mFEJKqeuttJL0QQlqR9EIIvSRqeskYWrAaWqtWWPNg+qkm1u48M3lMgF8f0Jr+4Y99f3pL4m585NBlEtLom9xBQx3VoudmKRJWPNMLIfSMNvfBKyKSXgghrUh6IYReophENITQU6KmF0LoFXK03oYQek203oYQekov1vRidbQQelfc3oYQeoer33rb9GpoQ42wOtqekn6dTx56paRN8+P75McWS/qspKWpyhFCaLOKTyKaJOkNWR3tzcA++VsXA39n+xXArcDH8+PfBE7J19MYcRyYpJMlLZS0cK2fTVHUEEKr9ULSo251NNuPAXOBKcAmtufn51wEvFrSJsDGtn+VH//2SEFtz7E92/bsDbThSKeFECqk1m2l0dYuyW5vQwihE6RKesOtjvYk8LCkV+XnvAuYb/sR4PF8MXDIbotDCN2i4re3SVpvbS+SVFsd7X6eXx3tBOACSZOBFcCJ+fGTgK9JGgTmA4+mKEcIoc06oPU2WZeVUVZH23+YY8vyxg0knQksTFWOEEKbRT+9Yb1F0t/n1/898J42lSOEkJCIzsnDsn0Z2WLhIYRuU/GkF623IYR0CnZXKVoblHSYpDslLc8fhY103tslWdLsRjEj6YUQ0hosuDUgqR84D3gTMAs4VtKsYc7bGPggcEOR4kXSCyEklbCmty+w3PYK22uA7wBHDnPeJ4HPAM8UCdo5Ew4YvG5d8rCa0KKv4OlC3/+YTLz7/uQxAQbWrGlJ3FatWvbqBY+0JO78PdJ/D+rvTx4TAFf4wVnxos2QVN9zY47tOXX7WwH31u2vBPar20fSXsDWtn8k6W+LXLRzkl4IofrG1vF4te2Gz+BGIqkP+DfG2Psjkl4IIamEXVZWAVvX7c/Mj9VsDOwGXKNsHeA/AeZKOsL2iH1/I+mFENJKl/QWADtJ2p4s2R0DvPO5y9iPAjNq+5KuAT4yWsKDaMgIISSmwWJbI7bXAacD84DbgcttL5N0jqQjmi1f1PRCCOkknkzA9lXAVUOOnTXCuYcUiRlJL4SQjPKtykrf3kr6gKTbJV2aokAhhA7XA1NLnQYcantl7YCkCfn9eAihx1R9woFSNT1JFwA7AD+W9KikSyRdD1wiaTtJP8sXAPqppG3yz+yYLxZ0q6RPSXoiwd8jhFAVFa/plUp6tk8F/gC8FvgC2fi4Q20fC5wLXJTPm3cp8KX8Y18Evmh7d7Ie1iGEbuF0rbetkrrLylzbT+evD+D5RX8uAQ6uO35F/nrERYFgyGpoxGpoIXSEitf0UrfePpkyWD4Obw7ANG1W8ScFIQTo8md6DfyS5xf9OQ64Nn/9a+Dt+etYFCiEblPxml4rk94ZwImSlpCthPbB/PhfAx/Kj7+UWBQohK5S9XVvS9/e2t4uf3n2kOO/B143zEdWAfvbtqRjgJeXLUMIoSJMoQlC26kdIzL2Br6sbFqER4C/bEMZQggtEAsDDcP2tcAe433dEMI4iaQXQuglqvKszkTSCyGk1OaW2SIi6YUQkopneiGEntLOIWZFdE7SU2tWLvNga34ttWLlNj/0cPKYANpww9bEnTixJXFbsWoZwJ6L0v8sLN5rIHlMAPpatMpaiuJGTS+E0DPa3PG4iEh6IYS0IumFEHpFdE4OIfQcteg5eSqR9EII6UQ/vRBCr6l6l5WGU0vla10sHY/ChBC6QMXn02tpTS9WRQuh91S9IaPoJKL9kr4maZmkn0jaSNKe+apmSyRdKWlTAEnXSPp3SQuBD0o6WtJSSbdI+kV+Tr+kz0pakH/+lFb9BUMI48iAXWxrk6JJbyfgPNu7ks2B93bgYuDv8tXObgU+Xnf+RNuzbX8eOAv4U9t7AEfk758EPGp7H2Af4H2Sth960fUWBnIsDBRCJ+iW1dDutr04f30TsCOwie35+bGLgFfXnX9Z3evrgQslvQ+ojZ15I/BuSYuBG4DNyRLremzPyZPn7A3UmqFSIYR0av30umG6+Ppq1gCwSYPzn1sVzfapkvYD3gLcJGlvsu/mDNvzxlDWEELVtfnWtYhmFwZ6FHhY0qvy/XcB84c7UdKOtm+wfRbwALA1MA94v6QN8nNeJmlKk2UJIVRIt9T0hnMCcIGkycAK4MQRzvuspJ3Ianc/BW4BlgDbAYvytTIeAN5WoiwhhKqodkWvcdKz/Ttgt7r9z9W9vf8w5x8yZP/PhwsL/EO+hRC6SNW7rMSIjBBCOgYGqp31IumFEJKqek2v2YaMEEIYXsLOyZIOk3SnpOWSzhzm/Q9Jui0f5PBTSds2ihlJL4SQVKrWW0n9wHnAm4BZwLGSZg057WZgdj5I4rvAvzaKG0kvhJBO0ckGilX09gWW215hew3wHeDI9S5n/9z2U/nur4GZjYJ2zDM99fXTNzV9Vz6vbc18CINPPdX4pLFSi35HDbZo8ZpWfAfQss6vi1+ZPuYRt61OHxT44Stf0pK4ZRcGEqDiDRkz8jH6NXNsz6nb3wq4t25/JbDfKPFOAn7c6KIdk/RCCJ1BxX8prbY9O8k1peOB2cBrGp0bSS+EkE7aufJWkY3gqpmZH1uPpEOBjwGvsRvPTBLP9EIICRVsuS1WG1wA7CRpe0kTgWOAufUnSHol8FXgCNv3FwkaNb0QQlKp+unZXifpdLKx+v3AN2wvk3QOsND2XOCzwFTgimxEK/fYPmLEoETSCyGklrChyfZVwFVDjp1V9/rQscaMpBdCSMdjar1ti0h6IYS0qp3z0jdkSPqdpBnDHD9iuGEkIYTuIrvQ1i7jVtPLHzrObXhiCKGzdenMyQBImiLpR/lKZ0sl/UX+1hmSFkm6VdLO+bnvkfTl/PWFki7IF/35jaTDS/49QghVYGCw4NYmZW9vDwP+YHsP27sBV+fHV9veCzgf+MgIn92ObGzdW8hmYJ409IT61dDW+OmSRQ0htJoodmvbztvbsknvVuANkj4j6VW2H82Pfz//8yay5Dacy20P2v4t2XTzOw89oX41tInaqGRRQwjjYnCw2NYmpZ7p2f6NpL2ANwOfkvTT/K3aUJCBUa4xNNVX+0FACKGx2u1thZV9pvcS4Cnb3yLrGb3XGD5+tKQ+STsCOwB3lilLCKEaqn57W7b1dney1c4GgbXA+8km8iviHuBGYBpwqu1nSpYlhFAFFW+9LXt7O49sXFy97ereXwgckr++ELiw7rz/sX1qmeuHEKqm+ot9x4iMEEI6sRra8Gy/px3XDSG0Xjuf1xURNb0QQlqR9EIIPcPAYCS9EELPiIaMhNyS3yDa8kXJYwJw1++Sh1SfkscEsFsTt+o//C+g9N9Dq1YtO3rx71sS979fMC6qCRX/d++gpBdCqDwDA9UekhFJL4SQkMGR9EIIvSRub0MIPSNab0MIPSdqeiGEnhJJL4TQM2wYGGh3KUZVeD49SZtIOi3FRSUdIun/p4gVQqgYu9jWJmOZRHQT4AVJT1LUFkMIz+uipPcvwI6SFktaIOlaSXOB2yRtJ2lp7URJH5F0dv76pZL+J18xbVE+UzJ15+4j6eahx0MInSgfOVVka5Ox1NLOBHazvaekQ4Af5ft3S9pulM9dCvyL7SvzFc/6gK0BJB0InAscafueoR+UdDJwMsAkTRlDUUMIbWFwF3dOvtH23aOdIGljYCvbVwLUpoRXNsZxF2AO8Ebbfxju87bn5OcwfcKMajcJhRAyXTwM7cm61+tY/1b5BWvYDuOP+XmvBIZNeiGEDmO3dXnHIsbyTO9xYOMR3rsPeJGkzSVtCBwOYPtxYKWktwFI2lDS5Pwzj5At9P3P+e1yCKEbVLwho3BNz/aDkq7PGyyeJkt0tffWSjqHbHWzVcAddR99F/DV/P21wNF1n7tP0uHAjyX9pe0byv11Qgjt5orX9MZ0e2v7naO89yXgS8Mc/y3wuiGHVwDX5O/fA+w6lnKEEKoqJhENIfSSmHAghNBLDLhbhqGFEEJDzicRLbIVIOkwSXdKWi7pzGHe31DSZfn7NzToMwxE0gshJOZBF9oakdQPnAe8CZgFHCtp1pDTTgIetv1S4AvAZxrFjaQXQkgrXU1vX2C57RW21wDfAY4ccs6RwEX56+8Cr5dGX+FJrnhLS42kB4CiS0DNAFa3oBitiNtJZe20uJ1U1qrE3db2Fs1eSNLV+fWKmAQ8U7c/Jx+FVYt1FHCY7ffm++8C9rN9et05S/NzVub7d+XnjPj37ZiGjLH8Q0haaHt26jK0Im4nlbXT4nZSWTsx7nBsHzYe1ykjbm9DCFW1inxyktzM/Niw5+TT3E0HHhwtaCS9EEJVLQB2krS9pInAMcDcIefMBU7IXx8F/MwNntl1zO3tGM1pfEpl4nZSWTstbieVtRPjtpTtdZJOB+YB/cA3bC/Lh7QutD0X+DpwiaTlwENkiXFUHdOQEUIIKcTtbQihp0TSCyH0lEh6IYSeEkkvhNBTIumFEHpKJL0QQk+JpBdC6Cn/B7sWZjJMKY1CAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:76.10% car:78.25% bird:67.21% cat:54.12% deer:80.59% dog:67.38% frog:81.47% horse:79.26% ship:83.90% truck:84.95%\n",
      "epoch:5 training loss:0.504616 Accuracy on the 10000 test images:74.77 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [00:58<00:00, 13.32it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:07<00:00, 19.69it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:70.98% car:85.64% bird:68.76% cat:62.95% deer:69.80% dog:65.46% frog:83.62% horse:73.80% ship:88.32% truck:83.23%\n",
      "epoch:6 training loss:0.403973 Accuracy on the 10000 test images:75.11 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [01:17<00:00, 10.03it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:08<00:00, 18.24it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:82.96% car:78.38% bird:71.21% cat:55.03% deer:70.62% dog:55.15% frog:86.77% horse:85.00% ship:86.76% truck:78.27%\n",
      "epoch:7 training loss:0.318652 Accuracy on the 10000 test images:73.77 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [01:00<00:00, 12.84it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:08<00:00, 19.50it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:75.92% car:84.23% bird:70.55% cat:56.35% deer:71.78% dog:63.08% frog:81.72% horse:85.25% ship:86.19% truck:83.39%\n",
      "epoch:8 training loss:0.241382 Accuracy on the 10000 test images:75.62 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [01:00<00:00, 12.94it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:08<00:00, 18.18it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:73.66% car:80.70% bird:62.99% cat:54.84% deer:73.62% dog:69.57% frog:83.79% horse:86.84% ship:89.77% truck:83.42%\n",
      "epoch:9 training loss:0.185642 Accuracy on the 10000 test images:75.34 %\n",
      " **********done training validating**********\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "training: 100%|██████████| 782/782 [01:02<00:00, 12.54it/s]\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "validating...\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "validating: 100%|██████████| 157/157 [00:08<00:00, 18.05it/s]\n"
     ]
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "accuracy:\n",
      "plane:77.06% car:88.49% bird:64.11% cat:53.82% deer:72.40% dog:60.61% frog:84.67% horse:86.50% ship:86.24% truck:83.80%\n",
      "epoch:10 training loss:0.153301 Accuracy on the 10000 test images:75.08 %\n",
      " **********done training validating**********\n"
     ]
    }
   ],
   "source": [
    "train_lossv, val_accv = [],[]\n",
    "EPOCH = 10\n",
    "loss = 0\n",
    "for epoch in range(EPOCH):  # loop over the dataset multiple times\n",
    "  net.train()\n",
    "  loss = train()\n",
    "  PATH = f'./{type(net).__name__}_checkpoints'\n",
    "  if not os.path.exists(PATH):\n",
    "    os.mkdir(PATH)\n",
    "  torch.save(net.state_dict(), os.path.join(PATH,f'cifar_net_epoch{epoch}.pth'))\n",
    "  print('validating...')\n",
    "  net.eval()\n",
    "  accuracy = validate()\n",
    "  print(\n",
    "    'epoch:%d training loss:%f Accuracy on the 10000 test images:%.2f %%\\n'%(epoch+1,loss,100 * accuracy),\n",
    "    '*'*10+'done training validating'+'*'*10\n",
    "  )\n",
    "  train_lossv.append(loss)\n",
    "  val_accv.append(accuracy)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b61e14a",
   "metadata": {},
   "source": [
    "show the lines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "909e084f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'validation accuracy')"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 360x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(5,3))\n",
    "plt.plot(np.arange(1,EPOCH+1), train_lossv)\n",
    "plt.title('validation loss')\n",
    "\n",
    "plt.figure(figsize=(5,3))\n",
    "plt.plot(np.arange(1,EPOCH+1), val_accv)\n",
    "plt.title('validation accuracy')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0b89af0",
   "metadata": {},
   "source": [
    "## 5. Test the network on the test data\n",
    "We have trained the network for 2 passes over the training dataset. But we need to check if the network has learnt anything at all.\n",
    "\n",
    "We will check this by predicting the class label that the neural network outputs, and checking it against the ground-truth. If the prediction is correct, we add the sample to the list of correct predictions.\n",
    "\n",
    "Okay, first step. Let us display an image from the test set to get familiar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "4c60ea6a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "GroundTruth:  cat   ship  ship  plane\n"
     ]
    }
   ],
   "source": [
    "dataiter = iter(testloader)\n",
    "images, labels = inputs, labels = [ i.to(device) for i in dataiter.next()]\n",
    "\n",
    "\n",
    "\n",
    "# print images\n",
    "imshow(torchvision.utils.make_grid(images.cpu() if torch.cuda.is_available() else images))\n",
    "print('GroundTruth: ', ' '.join(f'{classes[labels[j]]:5s}' for j in range(4)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "169fd5bf",
   "metadata": {},
   "source": [
    "Next, let’s load back in our saved model (note: saving and re-loading the model wasn’t necessary here, we only did it to illustrate how to do so):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "060fcabe",
   "metadata": {},
   "outputs": [
    {
     "ename": "PermissionError",
     "evalue": "[Errno 13] Permission denied: './ResNet_checkpoints'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mPermissionError\u001b[0m                           Traceback (most recent call last)",
      "\u001b[1;32me:\\DEEPLEARNING\\improved-conv-net\\justdoit\\cifar10_experiment.ipynb Cell 24'\u001b[0m in \u001b[0;36m<cell line: 2>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      <a href='vscode-notebook-cell:/e%3A/DEEPLEARNING/improved-conv-net/justdoit/cifar10_experiment.ipynb#ch0000023?line=0'>1</a>\u001b[0m net \u001b[39m=\u001b[39m resnet34_with_attention_layer()\u001b[39m.\u001b[39mto(device)\n\u001b[1;32m----> <a href='vscode-notebook-cell:/e%3A/DEEPLEARNING/improved-conv-net/justdoit/cifar10_experiment.ipynb#ch0000023?line=1'>2</a>\u001b[0m net\u001b[39m.\u001b[39mload_state_dict(torch\u001b[39m.\u001b[39;49mload(PATH))\n",
      "File \u001b[1;32me:\\python\\lib\\site-packages\\torch\\serialization.py:699\u001b[0m, in \u001b[0;36mload\u001b[1;34m(f, map_location, pickle_module, **pickle_load_args)\u001b[0m\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=695'>696</a>\u001b[0m \u001b[39mif\u001b[39;00m \u001b[39m'\u001b[39m\u001b[39mencoding\u001b[39m\u001b[39m'\u001b[39m \u001b[39mnot\u001b[39;00m \u001b[39min\u001b[39;00m pickle_load_args\u001b[39m.\u001b[39mkeys():\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=696'>697</a>\u001b[0m     pickle_load_args[\u001b[39m'\u001b[39m\u001b[39mencoding\u001b[39m\u001b[39m'\u001b[39m] \u001b[39m=\u001b[39m \u001b[39m'\u001b[39m\u001b[39mutf-8\u001b[39m\u001b[39m'\u001b[39m\n\u001b[1;32m--> <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=698'>699</a>\u001b[0m \u001b[39mwith\u001b[39;00m _open_file_like(f, \u001b[39m'\u001b[39;49m\u001b[39mrb\u001b[39;49m\u001b[39m'\u001b[39;49m) \u001b[39mas\u001b[39;00m opened_file:\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=699'>700</a>\u001b[0m     \u001b[39mif\u001b[39;00m _is_zipfile(opened_file):\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=700'>701</a>\u001b[0m         \u001b[39m# The zipfile reader is going to advance the current file position.\u001b[39;00m\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=701'>702</a>\u001b[0m         \u001b[39m# If we want to actually tail call to torch.jit.load, we need to\u001b[39;00m\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=702'>703</a>\u001b[0m         \u001b[39m# reset back to the original position.\u001b[39;00m\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=703'>704</a>\u001b[0m         orig_position \u001b[39m=\u001b[39m opened_file\u001b[39m.\u001b[39mtell()\n",
      "File \u001b[1;32me:\\python\\lib\\site-packages\\torch\\serialization.py:231\u001b[0m, in \u001b[0;36m_open_file_like\u001b[1;34m(name_or_buffer, mode)\u001b[0m\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=228'>229</a>\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m_open_file_like\u001b[39m(name_or_buffer, mode):\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=229'>230</a>\u001b[0m     \u001b[39mif\u001b[39;00m _is_path(name_or_buffer):\n\u001b[1;32m--> <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=230'>231</a>\u001b[0m         \u001b[39mreturn\u001b[39;00m _open_file(name_or_buffer, mode)\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=231'>232</a>\u001b[0m     \u001b[39melse\u001b[39;00m:\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=232'>233</a>\u001b[0m         \u001b[39mif\u001b[39;00m \u001b[39m'\u001b[39m\u001b[39mw\u001b[39m\u001b[39m'\u001b[39m \u001b[39min\u001b[39;00m mode:\n",
      "File \u001b[1;32me:\\python\\lib\\site-packages\\torch\\serialization.py:212\u001b[0m, in \u001b[0;36m_open_file.__init__\u001b[1;34m(self, name, mode)\u001b[0m\n\u001b[0;32m    <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=210'>211</a>\u001b[0m \u001b[39mdef\u001b[39;00m \u001b[39m__init__\u001b[39m(\u001b[39mself\u001b[39m, name, mode):\n\u001b[1;32m--> <a href='file:///e%3A/python/lib/site-packages/torch/serialization.py?line=211'>212</a>\u001b[0m     \u001b[39msuper\u001b[39m(_open_file, \u001b[39mself\u001b[39m)\u001b[39m.\u001b[39m\u001b[39m__init__\u001b[39m(\u001b[39mopen\u001b[39;49m(name, mode))\n",
      "\u001b[1;31mPermissionError\u001b[0m: [Errno 13] Permission denied: './ResNet_checkpoints'"
     ]
    }
   ],
   "source": [
    "net = resnet34_with_attention_layer().to(device)\n",
    "net.load_state_dict(torch.load(PATH))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "90659075",
   "metadata": {},
   "source": [
    "Okay, now let us see what the neural network thinks these examples above are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "df77dd20",
   "metadata": {},
   "outputs": [],
   "source": [
    "outputs = net(images)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "59deedfc",
   "metadata": {},
   "source": [
    "The outputs are energies for the 10 classes. The higher the energy for a class, the more the network thinks that the image is of the particular class. So, let’s get the index of the highest energy:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f8c2a278",
   "metadata": {},
   "outputs": [],
   "source": [
    "_, predicted = torch.max(outputs, 1)\n",
    "\n",
    "print('Predicted: ', ' '.join(f'{classes[predicted[j]]:5s}'\n",
    "                              for j in range(4)))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1ffc709f",
   "metadata": {},
   "source": [
    "The results seem pretty good.\n",
    "\n",
    "Let us look at how the network performs on the whole dataset."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b3b0257",
   "metadata": {},
   "source": [
    "That looks way better than chance, which is 10% accuracy (randomly picking a class out of 10 classes). Seems like the network learnt something.\n",
    "\n",
    "Hmmm, what are the classes that performed well, and the classes that did not perform well:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4acc743a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# prepare to count predictions for each class\n",
    "correct_pred = {classname: 0 for classname in classes}\n",
    "total_pred = {classname: 0 for classname in classes}\n",
    "\n",
    "# again no gradients needed\n",
    "with torch.no_grad():\n",
    "    for data in testloader:\n",
    "        inputs, labels = [ i.to(device) for i in data]\n",
    "        outputs = net(inputs)\n",
    "        _, predictions = torch.max(outputs, 1)\n",
    "        # collect the correct predictions for each class\n",
    "        for label, prediction in zip(labels, predictions):\n",
    "            if label == prediction:\n",
    "                correct_pred[classes[label]] += 1\n",
    "            total_pred[classes[label]] += 1\n",
    "\n",
    "\n",
    "# print accuracy for each class\n",
    "for classname, correct_count in correct_pred.items():\n",
    "    accuracy = 100 * float(correct_count) / total_pred[classname]\n",
    "    print(f'Accuracy for class: {classname:5s} is {accuracy:.1f} %')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ede3de60",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "47e86d731e077963188d400b641a1f5cee6401b89b8a1175acb1a082248e2517"
  },
  "kernelspec": {
   "display_name": "Python 3.10.3 64-bit",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
